There is a dedicated Copilot key on my ASUS Zenbook 14 OLED. Months after buying the laptop, it may be one of the least important keys on the entire keyboard. My Zenbook UM3406 runs on AMD’s Ryzen AI 300 series processor, complete with a dedicated NPU offering up to 50 TOPS of AI performance. That qualifies it as a Copilot+ PC, which makes it a part of what Microsoft once described as the new era for Windows.
AI is already a regular part of my workday. I use it for research, brainstorming, and working through ideas. But rather than relying on something built into the Windows OS, I’ve relied on the likes of ChatGPT, Claude, and Gemini.
How Copilot+ created the wrong expectation
Live CaptionMicrosoft
The name “Copilot+ PC” implies a computer built around Microsoft Copilot. In practice, the certification mostly describes the hardware and local Windows features. The NPU inside my Zenbook can accelerate experiences such as Windows Studio Effects, Live Captions, improved search, and Recall. The Copilot chatbot itself requires an internet connection. So you can basically run it on even Macs and web browsers, and not just Windows PCs. Pressing the special keyboard button does not open an assistant powered by the entire 50TOPS NPU sitting inside my laptop.
The entire marketing around this has been poorly communicating what Copilot was meant to do. Microsoft marketed Copilot+ PCs around a grand reinvention of personal computing, with local AI changing how we use Windows systems in daily workflows. The NPU is there, and the badge on the machine proves that it’s capable of the various AI menus in Windows. But very few of them address a problem I regularly encounter.
Quick commands on Windows 11 RecallNadeem Sarwar / Digital Trends
Recall is probably the most useful out of the bunch. It can save snapshots of your activity and help you recover something you previously saw. If you’re constantly dealing with a large number of important files or conversations, this can be a lifesaver. Even then, I have yet to need it badly enough to let Windows build a searchable history of my screen. Live Captions and Studio Effects are also useful in the right circumstances. Though they remain occasional utilities rather than reasons to rethink how I use my notebook.
Other AI services were just more convenient
I already know where I need to go for my workflows. ChatGPT is usually a starting point for broad research and working through ideas, while Claude enters the picture when I’m dealing with longer passages. Each service has their limitiations though, and yet, they are all familiar with their answers now.
Copilot quite literally came bundled with my PC, and up until recently, I never gave it a real shot. After trying it out now, I can see why I initially brushed it off. Microsoft uses the Copilot name across several different products, including its consumer assistant, Microsoft 365 Copilot, GitHub Copilot, and various Windows integrations. Knowing which Copilot does what can require more effort than opening the tool I already trust.
Microsoft reorganized its Copilot teams this year to create a more coherent experience across consumer and commercial products. That move alone suggests the current structure has become difficult to explain.
Putting Copilot everywhere did not make it essential
Microsoft tried to solve the adoption problem through visibility. Copilot appeared everywhere, in Windows, Edge, Office, Paint, Notepad, and other parts of the operating system. PC keyboards gained a dedicated key for the first time in decades.
Microsoft has since started removing or reducing some of those entry points. Even Microsoft’s hardware partners have acknowledged the disconnect. Dell said consumers were buying newer laptops for tangible improvements such as performance and battery life, while AI terminology often left them confused. This is also one of the reasons I picked my laptop. A gorgeous OLED display, thin-and-light design, and reliable battery life.
Even those who tried it find it hard to stick with
After I covered Copilot’s low uptake, an author emailed me about his own experience. He had used the service extensively while writing a book, yet updates and policy changes sometimes caused it to reject tasks it had previously completed. He said he now opens Copilot with one question in mind: “Will it or won’t it?”
Click to Do feature in Windows 11.Microsoft
To be fair, generative AI services change constantly, and refusals can happen across Copilot, ChatGPT, Claude, and Gemini. However, Copilot carries an additional burden because Microsoft presents it as an integrated productivity assistant. This means that users expect consistency from a tool built directly into their operating system and work software.
Is this really futureproof?
I do not regret buying the Zenbook. It is a capable laptop, and the NPU may become increasingly useful as more applications run AI workloads locally. Copilot+ certification also provides some reassurance that the machine meets Microsoft’s current baseline for upcoming Windows features. But that just makes it sound like futureproofing rather than being handy right now.
And Microsoft might just move the baseline higher as systems get more advanced and requirements grow. So for now, I will continue using the AI tools that already fit my workflow. Though I’ll be giving Copilot a try more often to see where it really makes a difference for me.
Step into the floating castle of Aincrad, a world of breathtaking beauty and danger where every battle could be your last. Enter a mysterious, vibrant world and shape your fate. Create your hero, choose your gear, and master combat through your special skills and reflexes. Build synergy with the partner of your choice, level up, and unlock powerful abilities as your horizon expands with every victory. Will you rise and claim your destiny or fall to foes stronger than you imagined? Cat Mail Co
This is not just a game; it’s a battle for survival. Take up your weapon, shape your legend, and enter an adventure to risk your reality! Live this JRPG adventure as yourself by designing and customizing your own avatar to create a hero that reflects your vision. This is your identity, your legend, and your chance to leave a mark on a world where survival is everything.
Shape your adventure and determine your fate by adapting your equipment, weapons, statistics, partner and special skills to reflect your favor for speed, intelligence, or endurance. Gather more strength as you level up. Growth is essential for your survival. Deepen the synergy with your partner, adapt their tactics and build to create a team dynamic that turns every battle into a triumph.
Wander across diverse cities and journey through stunning environments, from serene plains to perilous dungeons filled with secrets. Complete quests, hunt rare treasures, and challenge formidable foes in real-time action combat. The map expands as your story unfolds, revealing new areas and dangers at every turn.
Screenshots
SystemRequirements
Minimum Requires a 64-bit processor and operating system
OS: Windows 11
Processor: Intel Core i7-9700K / AMD Ryzen 3 3300X
Memory: 8 GB RAM
Graphics: Nvidia GeForce RTX 2060 [6GB] / AMD Radeon RX 5700 [8GB] / Intel Arc B580 [12GB]
DirectX: Version 12
Storage: 30 GB available space
Support the game developers by purchasing the game on Steam
InstallationGuide
TurnOff Your Antivirus Before Installing Any Game
1 :: Download Game 2 :: Extract Game 3 :: Launch The Game 4 :: Have Fun 🙂
Architecture is all about persuading your clients that your design is worth building. For clients and investors, they need confidence and reassurance that they can get their investment back. For communities, your design must give them a general idea of what your project would look like. 3D exterior visualization makes it easier to create architectural projects that clearly convey your goals. It turns your design into something your clients can feel connected to and understand at a glance, even if they don’t have any technical background.
Unlike flat drawings, a well-designed visual can communicate sustainability, opulence, innovation, and warmth even before you speak to your clients. Furthermore, it is much better at setting expectations and presenting information than traditional architectural methods. Through platforms like Cad Crowd, businesses can connect with experienced architectural visualization specialists who create high-quality exterior renderings that help communicate design intent, support project approvals, and strengthen client presentations.
Most people don’t understand architectural drawings. 3D exterior visualization allows you to turn abstract ideas into a visual story that is easy to understand. For example, you can show your client what sunset looks like by simply showing them an image of this scenario. There’s no need for them to imagine the image that you want to communicate. Moreover, you don’t have to explain the material in detail. You just show them the image, and it tells the story for you.
Visualization helps you guide your clients to focus on and emphasize the best parts of your project. For instance, visualization helps make a recessed doorway feel more welcoming instead of confusing. Each element of the image creates a beautiful story that leaves a lasting impact.
Humor and humanity hidden in digital precision
3D exterior visualization may be technical, but it can capture emotions through details. For example, the warm glow from the building’s interior lighting suggests life. Cyclists passing by and slightly uneven trees also evoke emotions. The small details can make your design more relatable and enjoyable to see.
These elements make the design more realistic, reminding your clients that the building is designed to be functional. It’s a place where people can work, reside with loved ones, and occasionally complain about inconveniences. Visualization allows you to showcase structure and daily life through thoughtful design.
3D exterior visualization can be applied in different areas, particularly business development and marketing. Ideas can look similar, but a persuasive exterior rendering can help your proposal stand out. This image becomes a visual pitch that speaks for you.
Visualization makes it easier for viewers to imagine what the structure will look like once it’s built. Since they have a clear idea about your project, they will realize your vision and trust you. When you gain their trust, there’s a higher chance for the design to get approved faster. They are less likely to require revisions, and they will feel more confident about doing business with you. Overall, visualization can help you save a lot of time, money, and effort.
Exterior visualization as a design development tool
Since 3D exterior visualization allows you to test your ideas visually, you can avoid costly mistakes. Issues are revealed early, so you can make the necessary adjustments. For example, visualization allows you to modify proportions or replace the material that you originally intended to use because it doesn’t look good at scale.
In other words, you can refine your design through 3D exterior visualization and experiment with different elements to create the best design for your clients. It can help you avoid expensive surprises once you get started with thebuilding construction process.
The plants, neighboring structures, weather, and streetscapes can influence your viewers’ perception of your project. A well-planned visualization takes into account how the building can affect its surroundings and vice versa.
This level of understanding shows that you care about the project’s scale and its impact on people and the environment. Visualization can help you create a project that seamlessly combines modern and historical features. For example, a modern building can be built in a historical neighborhood without harming its surroundings. Overall, it allows you to show how your project can contribute to the neighborhood rather than disrupt it.
The emotional science of light and shadow
Exterior visualization allows you to use light and shadow with precision. Your viewers’ response depends on how you use these elements. For example, a structure under a cloudy sky might feel gloomy. The opposite can happen for a structure bathed in sunlight. This building feels more optimistic.
With the right lighting strategy, you can create the intended mood and highlight texture and depth. For photographers, lighting can reveal character. For visualization artists, on the other hand, light can be used to express what the design is really all about.
When clients finally say; “now I see it”
Every designer looks forward to one moment: when clients realize what they want to convey at a glance. A strong visualization can make it happen. This image closes the gap between personal perception and professional expertise. When this happens, the project feels lifelike, fun, and achievable.
It also improves collaboration between the designer and client. Specific feedback, productive conversations, and deeper trust follow. Properly aligned visual representations and expectations also improve workflows and rapport with clients.
Exterior visualization across different project scales
3D exterior visualization is ideal for both small and large projects. If you’re handling a large commercial project, visualization can help you easily demonstrate its impact and significance. For small projects, 3D exterior visualization can be used to emphasize your skill and the materials you want to use.
This level of flexibility allows you to create customized rendering for each client and preserve visual consistency across different project formats. You can focus on improving your presence and appeal to your market, while your clients can prioritize creating a warm and habitable environment without changing the original concept.
Technology serving creativity, not replacing it
Sophisticated visualization technology cannot replace human insight. Restraint, balance, composition, and storytelling still play an important role in creating designs. Advanced visualization technology enhances creativity and collaboration.
Members of the design team can work with accuracy and ensure that viewers understand what the image is supposed to convey even if they don’t deliberately analyze it. The result is an accurate design that captures attention and creates the desired impact.
The subtle confidence of professional presentation
Quality is essential no matter what project you’re dealing with. A well-designed exterior visualization conveys professionalism in a subtle manner and tells your viewers that you place great importance on communication, attention, and precision. It gives them assurance that you will maintain the same level of attention throughout the project.
Moreover, visualization allows you to showcase your design philosophy. A carefully done visualization stands out from the rest and creates a lasting impression among your viewers.
Enhancing marketing strategies through visual storytelling
If you want to make your designs attractive to viewers who don’t know how to read plans or blueprints, consider using 3D exterior visualization. It’s one of the best ways to tell the story behind your project. Whether it is a large commercial structure in an urban area or a quiet residential building, 3D exterior visualization allows the story to come alive.
It helps your clients imagine what it feels like to live in the building. A well-planned exterior visualization can also show how your design interacts with its surroundings. Details such as shadow patterns cast by surrounding structures, seasonal changes, and lighting contribute to the story. Since clients can imagine how the building will coexist with the surroundings, it will be easier to promote your design and convince stakeholders to support it.
Another benefit of 3D exterior visualization is that it can be used in your website, social media campaigns, presentations, and brochures, allowing you to establish a well-composed and consistent brand presence on different platforms. You can also use these renderings designin exhibitions and press releases to showcase your attention to detail and professionalism. These visuals can help you make a good first impression, so make sure they are precise and emotionally impactful.
Clients want their vision to be brought to life without any issues. 3D exterior visualization can make this happen by turning abstract ideas into reality. When they see a visual of their ideas, they can imagine what it would look like in real life. This can lessen doubts and improve trust in your team.
Your client can also recommend modifications and see what those changes would look like.3D exterior visualization helps ensure that your design meets your client’s expectations. In addition, it helps reduce errors and shows your commitment to being transparent and professional.
Complex projects, in particular, require transparency, as they often involve several parties, such as stakeholders, community members, architects, and investors. Creating a well-designed visual reference improves trust among them and can speed up project approval and funding.
Accelerating decision-making processes
Time is crucial, especially in construction and architecture. Technical drawings, physical models, and other traditional systems consume a lot of time and require several iterations. Since 3D exterior visualization provides a clear idea about the project, it can help the parties involved make decisions much faster than usual. There is no need for stakeholders to visualize the final product from intangible representations or assess and understand complicated diagrams. 3D exterior visualization allows them to see accurate, detailed images that are easily understood.
Designs can be modified digitally, so you can present different versions within a short period of time. Your clients can compare these versions and assess colors, lighting, materials, and landscaping, allowing them to make informed decisions and avoid unnecessary delays and costly mistakes. 3D exterior visualization helps you identify potential issues and resolve them at an early stage of the project.
For design companies, 3D exterior visualization enables team members from various disciplines to work together much more efficiently. For example, a team composed of marketing experts, landscape architects, engineers, and interior designers can enjoy a smoother workflow and create a final design that they all agree on.
Showcasing innovation and design excellence
One of the best things about 3D exterior visualization is that it allows you to showcase your creativity and skills. Visuals can be used to emphasize complex facades, high-quality materials, one-of-a-kind architectural elements, and sustainable design features. Renderings ensure that every detail is visible and presented in a manner that captures attention, which is almost impossible to do with traditional drawings.
Apart from showcasing your competence and dedication to quality, 3D exterior visualization allows you to highlight your design expertise to clients, colleagues, and competitors. It also shows that you are technologically advanced and have the means to use modern software tools to provide excellent results, which can give you more opportunities for complex projects and distinguished clients.
In addition, 3D exterior visualization lets you test ideas and solutions multiple times without spending money or time on a physical prototype. This flexibility helps you improve designs and turn bold ideas into reality, setting you apart from the rest.
Integrating sustainability and environmental context
Integrating sustainability has become the norm in today’s architectural projects. More and more people are seeking designs that are energy-efficient and eco-friendly. Renderings help you showcase your ideas in a way that your clients can easily understand. Use 3D exterior visualization to accentuate energy-efficient materials and features like solar panels and green spaces. By doing so, you can demonstrate your commitment to responsible architecture.
Renderings can also help you show the building’s impact on the environment and vice versa. You can do this by replicating elements found in the real world, such as shadows and natural light. This approach allows you to create a project that offers the perfect balance of aesthetic appeal, usefulness, and environmental care. Apart from improving your credibility, visualizations help you attract clients who want to integrate sustainability into their projects.
Leveraging virtual reality and interactive experiences
3D exterior visualization includes immersive experiences and virtual reality. Clients don’t need to conduct a site visit in person to assess the structure and its surroundings. The best part is that they can explore an architectural design at home and see its depth, spatial flow, and scale at a glance.
Virtual reality also makes it easier to present complicated designs to stakeholders and investors, which can help build enthusiasm and confidence. Your clients can alter materials, modify landscaping, and explore different design options, becoming active participants throughout the process.
Providing immersive experiences also sets you apart from the rest. You are seen as someone who can provide modern designs that perfectly align with the needs of your clients. Immersive experiences also allow you to create unforgettable marketing campaigns.
Improving project planning and construction accuracy
Detailed visualizations help you identify potential construction issues before construction begins. This approach can help you make better project plans and execute them flawlessly. Furthermore, it prevents delays and waste of valuable resources.
Apart from these benefits, renderings allow you to assess vegetation, terrain, and accessibility. Since you can replicate real-world situations, you can improve the project layout and make better decisions that enhance the overall look, safety, and functionality of your design. Contractors also benefit from renderings. The visuals give them clear references of the site, improving coordination and communication between you and the contractors.
You can also combineBuilding Information Modeling designwith visualization to ensure the design meets all electrical, structural, and mechanical requirements. This approach helps you save time and costs, determine problems early, and improve the overall quality of your project.
Having a strong online presence is crucial, especially for businesses. Renderings provide top-tier content that can enhance online portfolios, websites, and profiles across different social media platforms. These visuals can help enhance brand visibility and capture the attention of both old and new clients.
Social media platforms such as LinkedIn, Instagram, and Pinterest prefer detailed renderings. Sharing immersive visual experiences allows you to showcase your creativity and expertise, helping you gain new clients and recognition in your industry.
Visualization can also improve website engagement. Interactive visual experiences can attract attention and increase the likelihood of conversion. Visualization also conveys credibility and professionalism, which are essential to your clients’ decision-making process.
Case studies and real-world applications
Renderings have many applications in the real world. For instance, you can use 3D exterior visualization to promote and sell a property before construction begins. You can showcase the exterior finish, the lighting inside and outside the structure, and landscaping design so that clients can visualize what it’s like to work or reside in the property. Potential clients feel more assured about their investment. Thus, you can expect your pre-sale campaign to perform better because it is backed by realistic images.
3D exterior visualization can also be applied in urban and commercial projects. It’s easier for investors, city planners, and other members of the community to assess projects, including their environmental impact, appeal, and uses. Moreover, it allows them to provide feedback and show support to projects that meet their needs.
Using renderings can help you attract more investors and tenants, especially if you are focused on creating designs for retail, hospitality, and structures that combine various functions. Concepts with clear and high-quality visuals are easier to imagine and show greater potential in generating revenue. Detailed renderings usually make it easier to gain the investors’ trust and accelerate approvals.
Overcoming challenges and common misconceptions
There are design companies that hesitate to use 3D exterior visualization due to common misconceptions like the technology being too costly or only ideal for big projects. However, visualization has become cheaper and more accessible thanks to technological innovation. Design companies can work with specialized studios and freelancers who offer solutions that suit different project sizes and budgets.
Visualizations should showcase real environmental conditions, dimensions, and materials. Thus, it’s important to pick an expert who can produce accurate and beautiful visuals. 3D artists and architects can work together to create realistic and aesthetic renderings.
Apart from accuracy and accessibility, it’s also important for design companies or freelancers to inform clients about the limitations and benefits of 3D visualizations. This will help maximize the visual’s impact and manage expectations as well.
Preparing for the future of architectural visualization
Thanks to state-of-the-art technologies such as procedural modeling, real-time rendering, and artificial intelligence, design companies can visualize interactive projects more efficiently. Designers can also try different lighting conditions, simulations, and intricate geometries more easily.
In addition, it has become easier for design companies to provide immersive experiences due to augmented and virtual reality. For clients, they can assess and customize designs using interactive tools. Adopting these technologies can help companies attract more clients and gain a competitive advantage.
Architects must find a way to showcase visually stunning designs that integrate community, sustainability, and energy efficiency. Simulations will make it easier for stakeholders to examine traffic flow, carbon footprint, and lighting. Overall, visualization is an essential tool that can improve marketing and responsible design decisions backed by data.
The role of freelancers in 3D exterior visualization
Design companies can hire independent artists or freelancers to create complicated renderings and manage deadlines without sacrificing quality and spending a lot of money. Freelancers bring innovative techniques and new ideas that can help improve the outcome of a project.
Furthermore, they have access to sophisticated software and tools. Many of them are experts in animation, virtual reality, integration, andphotorealistic rendering design. Their skill set allows them to provide high-quality visual experiences that can impress clients.
Conclusion: elevating architectural projects with visualization
3D exterior visualization allows design companies to present interactive, accurate, and detailed visualizations of their projects. This technology helps improve marketing, showcase innovation, and build rapport with clients, allowing design companies to convey their vision much more effectively. Visualization can also be applied in different areas such as construction planning, storytelling, and social media engagement. Since it improves collaboration and decision-making, you’ll gain leverage in a competitive industry.
Also, expect architectural visualization to continue evolving. Designs will continue to integrate interactive experiences, sustainability, and virtual reality. The best part is that you can find studios and freelancers who can turn your visualizations into reality, so you can focus on building relationships with your clients. 3D exterior visualization is one of the best ways to impress your clients and improve your projects.
If you are looking for an expert who can create realistic visuals for you, visit Cad Crowd to find freelancers who can bring your visuals to life. This platform is home to experienced professionals who can deliver detailed images that clearly show your vision and the story you want to tell.
Hopefully, this article gave you valuable insights about architectural projects. However, if you still have no idea how to present your next commercial designs in the best light possible, don’t hesitate to contact Cad Crowd. We can help you search for the right solutions that will match or even go beyond your expectations. Contact us now for a free quote!
MacKenzie Brown is the founder and CEO of Cad Crowd. With over 18 years of experience in launching and scaling platforms specializing in CAD services, product design, manufacturing, hardware, and software development, MacKenzie is a recognized authority in the engineering industry. Under his leadership, Cad Crowd serves esteemed clients like NASA, JPL, the U.S. Navy, and Fortune 500 companies, empowering innovators with access to high-quality design and engineering talent.
This GFN Thursday brings more games, more power and more ways to play on GeForce NOW.
The cloud gaming service is expanding with a new GeForce RTX 5080-powered server in Toronto, bringing dedicated high performance in the cloud closer to members across the region.
NTE: Neverness to Everness also gets an update in the cloud, making it even easier to jump into the latest content from the supernatural adventure without a single download or more storage space needed. It leads the way for GeForce NOW bringing native touch control to the game, coming soon.
There’s even more to explore with three new games joining the GeForce NOW library this week.
Take It to the Next Level in Toronto
The forecast is looking cloudy in Canada.
A new GeForce RTX 5080-powered GeForce NOW server is coming to Toronto, expanding service in the region and bringing dedicated cloud gaming performance closer to local members. The new server will roll out within days, giving more players access to top-tier cloud gaming across Canada.
Ultimate members can stream across PCs, Macs, handhelds, mobile devices, TVs and more with GeForce RTX 5080-class power in the cloud. Enjoy up to 4K resolution and beyond on supported ultrawide displays, up to 120 frames per second, plus NVIDIA DLSS, ray tracing and NVIDIA Reflex technologies.
Bring on the ‘999 Nights’
Reality bends — on any device.
Step into the surreal world of NTE: Neverness to Everness with the NTE Version 1.2 “999 Nights” update.
This version introduces a massive gameplay evolution, plunging players into an immersive, tabletop-inspired fantasy role-playing game on the Warren Continent — a new permanent game mode featuring its own dedicated progression system.
This narrative and mechanical expansion is elevated by the debut of two powerful characters, Shinku and Iroi, alongside an unprecedented fashion upgrade featuring a sweeping collection of 19 new character outfits.
To top it off, exploration gets a high-octane upgrade with Draco, a revolutionary new motorcycle vehicle, making this version an absolute playground for combat strategy, stylish customization and high-speed urban traversal.
Plus, GeForce NOW will soon be rolling out native touch controls to NTE: Neverness to Everness, which will make it even easier to explore the city’s mysteries from supported mobile devices.
Look for the game in the GeForce NOW app to seamlessly jump between devices and continue the adventure — no downloads, storage space or expensive additional hardware required.
Embark on Expanded Adventures
The journey continues in Granblue Fantasy: Relink with the Endless Ragnarok expansion. Known for its dynamic combat, diverse roster of Skyfarers and thrilling online co-op, Relink returns with fresh story content as mysterious beings known as the Ragnalia threaten the Zegagrande Skydom. Strange gateways, powerful new foes — including the mighty Beelzebub — and fresh challenges await across the skies.
The expansion also introduces additional ways to play, including summon abilities that add another layer of combat strategy, co-op quest tiers and a solo mode filled with unpredictable encounters. Master traits offer more opportunities to customize favorite characters, giving both longtime Skyfarers and newcomers plenty of reasons to take flight.
Jump into the latest action with the following games to play this week:
Esports Manager 2026 (New release on Steam, available July 6)
Assassin’s Creed Black Flag Resynced(New release on Steam and Ubisoft Connect, available July 9)
Another longtime PC gamer shared how GeForce NOW completely changed their perspective after years of skepticism, calling it “a good alternative” for casual players and encouraging others to “try the one month and upgrade to the yearly before the sale ends.”
What are you planning to play this weekend? Let us know on X or in the comments below.
There is a point where the infrastructure bill stops looking like a normal cost of growth and starts looking like a clue.
At first, the increase makes sense. More customers bring more traffic. More traffic needs more computation. More data needs more storage. Growth costs money, so the bill grows too.
Then the number keeps rising after the obvious reasons run out.
The product has not changed dramatically. The customer base has not doubled. The team has not launched into several new markets. Still, monthly spend climbs. Cloud usage spreads. Storage expands. Analytics jobs run longer. AI experiments become permanent workloads. Logs pile up. Data moves from one platform to another, leaving copies behind like footprints in wet cement.
Many companies are not just paying for their growth; they are paying for their drift.
Infrastructure drift occurs whenever workloads exceed the strategy. One team selects a service because it addresses an immediate issue. Another implements a service because it requires reporting at faster speeds. Engineering adds capacity by affecting performance. Security adds retention time. Data science adds GPU computing. Operations keep redundant services running because nobody is ready to shut them down.
Each choice in itself can be quite rational. However, it’s the combination of all those choices that is problematic.
A company may have great engineers, excellent tools, and a huge budget, but still wind up having a poorly designed infrastructure, which costs them too much. This is not due to negligence, but the fact that this infrastructure evolved from many decisions rather than a single well-designed strategy.
This is where the pivot begins.
The Real Problem Is Workload Placement, Not Just Higher Usage
The easiest explanation for rising data infrastructure costs is “we are using more.” Sometimes that is true. But it is rarely the full story.
The deeper issue is that businesses often stop asking where each workload belongs.
Cloud platforms such as AWS, Microsoft Azure, and Google Cloud are valuable because they give teams speed, elasticity, managed services, and room to experiment. They let businesses launch quickly, scale during demand spikes, and access advanced services without owning every layer of the stack.
For many workloads, that flexibility is worth the premium. But not every workload behaves like a cloud-native workload.
Some systems are steady. They run every day, consume predictable resources, and rarely need sudden bursts of capacity. Some analytics jobs are heavy but scheduled. Some datasets are used often for a short time, then kept for years. Some AI workloads begin as experiments, then quietly become production costs.
When these workloads stay in the same environment by default, cost stops reflecting value and starts reflecting habit.
A business might be paying on-demand rates for predictable compute. It might be storing cold data in a hot storage tier. It might be running oversized Kubernetes clusters because no one has revisited the original configuration. It might be moving data across regions or providers without realizing how much the transfer adds to the bill. It might be keeping duplicate datasets in Snowflake, Databricks, BigQuery, S3, a CRM, and a business intelligence platform because each team wanted its own version of the truth.
That is how infrastructure becomes expensive without looking broken.
The system works. Dashboards load. Pipelines run. Models respond. Customers are served. From the outside, everything seems healthy. Underneath, the business may be paying for convenience, duplication, and old assumptions.
AI has made this harder to ignore. GPU-heavy workloads change the economics of infrastructure by concentrating demand. Training, fine-tuning, inference, embeddings, video processing, and large-scale analytics can all require serious compute power. A cloud GPU may be the right choice for testing a new model because it avoids long procurement cycles and upfront hardware costs.
But if the workload becomes constant, the financial logic can shift.
A model that runs occasionally is one thing. A model that serves customers all day or processes huge datasets on a recurring schedule is another. At that point, the business has to decide whether it is paying for flexibility or simply paying a premium because no one revisited the original decision.
The same is true for data. Keeping everything forever once felt harmless because storage seemed cheap. Now, the cost is not just storage. It is storage plus backup, replication, indexing, governance, access control, analytics, observability, and intersystem movement.
The bill grows because the architecture grows sideways.
How Smart Businesses Are Rebuilding the Cost Model
Firms that have managed this task well are not reacting to their bills every month. They are changing the way infrastructure decisions are being made before such bills appear.
In the first place, they are making costs transparent – not only total data infrastructure costs but also costs for teams, products, workloads, environments, and data pipelines. There are plenty of services that perform this action today: AWS Cost Explorer, Azure Cost Management, Google Cloud Billing, Apptio Cloudability, VMware CloudHealth, Vantage, etc. But it is only a tool rather than a strategy. Ownership is what really matters.
After each workload gets its own owner, the possibilities to optimize the data infrastructure costs become clear. The temporary environment can expire, the oversized instance can be scaled down, unused resources can be turned off, and the data can be migrated to the appropriate storage tier.
From there, smart companies begin sorting workloads by behavior:
Is this workload steady, spiky, seasonal, or experimental?
Does it need an instant scale, or does it run on a predictable schedule?
Is the data hot, warm, cold, or ready for archive?
Is the company paying for duplicate copies of the same data?
Would reserved capacity, committed use discounts, or dedicated infrastructure make
more sense?
It is here that the shift occurs, not with a major migration event, but rather through a series of improved placement decisions.
Keep the cloud where it belongs. Bursty applications, still in the development phase, manage databases, provide global services, or run experiments should typically stay in the cloud. Predictable jobs might be moved into reservation services, cost-saving plans, committed capacity, or dedicated environments. Data from long ago can be moved to cheaper archival storage. AI can be split between cloud and other environments.
Some businesses consider this an analysis of high-density colocation data centers, suitable for energy-intensive loads that require excellent connectivity and physical controls.
This is not to say that one model is superior to the other, but business firms are increasingly steering away from default infrastructure towards matched infrastructure.
The storage infrastructure also receives the same consideration, where instead of storing all files, logs, exports, and backups at the same expensive tier, lifecycle management policies are developed. Newly created data is kept fast, while older data is demoted to lower tiers. Compliance data is kept only for a reason, whereas temporary exports are expired, and duplicate datasets are challenged.
This type of activity might be far from flashy, but it is frequently what produces long-lasting gains.
The increasing cost of the infrastructure bill does not necessarily have a negative connotation. Sometimes, it just means that the product has grown, customers are busy, and the data has become valuable. If, however, rising data infrastructure costs are not accompanied by an increase in the business’s value, the firm has stopped investing in its infrastructure. It has become a subsidizing chaos.
Good businesses do not try to make their infrastructure static. They understand that demand will continue to grow, and the difference is that they have stopped allowing infrastructure to expand anywhere.
They have found a job for each workload, its home, and the purpose of existence.
This is the true pivot – from buying capacity to placement design.
Anker’s Prime 3-in-1 Wireless Charging Station has dropped to $99.74 on Amazon, down from $149.99. This is one of Anker’s newest accessories, and Amazon’s sale today is a match of the all-time low price that we last tracked during Prime Day.
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The Prime 3-in-1 Wireless Charging Station features Qi2.2 support, which lets a compatible MagSafe iPhone charge at up to 25W. It’s the same speed as Apple’s MagSafe charger, and it is 10W faster than the standard Qi2 MagSafe chargers. You can also simultaneously charge an Apple Watch and AirPods with the device.
Below you’ll find a list of the best Anker discounts on Amazon this week, also including wall chargers, portable batteries, and more. There are a few more accessories that are matching their Prime Day prices, including Anker’s SOLIX Power Station with Lantern. You can get this accessory for $189.99, down from $249.99.
Wall Chargers
Wireless Chargers
Portable Chargers
Portable Power Stations
If you’re on the hunt for more discounts, be sure to visit our Apple Deals roundup where we recap the best Apple-related bargains of the past week.
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Multiple AirPods models hit record low prices this week, including the AirPods Pro 3 and AirPods Max 2. We’re tracking these great discounts alongside an ultra rare discount on a new Switch 2 on Woot, plus a Summer sale at Sonos.
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Early Prime Day deals continue to trickle in as Amazon this week has brought back the best price of the year so far on the Apple Watch Ultra 3, taking $99 off the Black Titanium model with the Black Ocean Band. It’s been nearly two months since we last tracked notable discounts on the Apple Watch Ultra 3, and right now only one model is on sale at $99 off.
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Amazon Prime Day is just one week away, and early deals are already available on charging accessories, monitors, and more. Prime Day 2026 is set to officially kick off on June 23, and this year it will run for four days and end on June 26.
Note: MacRumors is an affiliate partner with some of these vendors. When you click a link and make a purchase, we may receive a small payment, which helps…
I’ve developed a bit of a reputation among my coworkers for loving niche, lo-fi indie games that make you feel bad and gross and weird on the inside. I’m flattered to stand out in such a way, but I also don’t ever want to be typecast. Anyway, Brno Transit is a game about being trapped underground with your nasty, weirdly sexual boss and neurotic coworkers as reality disintegrates around you.
Weird Weekend
Weird Weekend is our regular Saturday column where we celebrate PC gaming oddities: peculiar games, strange bits of trivia, forgotten history. Pop back every weekend to find out what Jeremy, Josh, Ted, and Rick have become obsessed with this time, whether it’s the canon height of Thief’s Garrett or that time someone in the Vatican pirated Football Manager.
I loved developer Spytihněv’s previous game, the Soviet boomer shooter Hrot, so I’ve been eagerly awaiting his next project. Much like fellow FPS designer David Szymanski (Dusk, Iron Lung), Spytihněv zigged rather than zagging, following up Hrot with a short narrative horror game rather than another shooter.
You’re a novice train conductor learning the ropes under Brno, the second city of the Czech Republic. It’s “the dampest subway east of anything that matters,” according to Spytihněv, and I think it helps set the tone out of the gate to know that Brno does not have a subway system in real life.
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What follows is a surreal, scatological (a Spytihněv signature), and homoerotic (that’s new!) delve into guys being dudes on the job. For me, it called to mind Szymanski’s Iron Lung (but more fleshy, sexual, and human) or 2024’s breakout Mouthwashing (but not as character driven, and somehow evenless life-affirming). The controversial Horses also sprang to mind, but with less explicitly harrowing subject matter—and more explicit full-frontal nudity, let’s go boys.
Even more than Mouthwashing, which portrays one of the most evil fictional workplaces I’ve ever seen, Brno Transit captured the feeling of starting a job where you matter so little as to want to die, while the apathy and neglect of your coworkers is somehow even worse than if they actively hated you.
This game runs on surprise, so I’ll try to talk around the real zinger moments, but it’s one long sequence of “Go here, do this. Why did you do that? Now you have to fix it. Embarrassing.” If you’ve ever talked to a coworker at a shit job and felt like they were a space alien playing a prank on you with how they think and view the world, Brno Transit will speak to you on some level.
Your first day ends with you eating a tainted hot dog that gives you the runs and the voms, sending you scrambling for a bathroom as gurgles and whines fill your headphones. The doorless, exposed toilet in the employee area is indefinitely occupied when you reach it, while the bathroom in the station above is out of order. I don’t know if there’s another way of finishing this bit, but I had to take the train to another station to find an open commode. I haven’t shared this exact stress dream or level of gastrointestinal distress, but it was still incredibly gnarly and relatable in the moment.
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You black out and wake up on a dirty floor mattress in the conductors’ area, with splotches of feces and a trail of brown footprints trailing backwards from your resting place. Out in the depot, an entire train is covered in crap, and the first order of the day is to hose it off, Powerwash Simulator-style. How could this have all been you?
Events only get stranger and grosser from there, and I was hooked. Brno Transit shares a brown, desolate, hopeless world with the preceding Hrot, despite being set closer to the modern day. It’s a new standout of the mundane or on the job horror subgenre. I want these awful subway stations to get love like the Backrooms or Exit 8.
Model trains
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(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
Brno Transit is a medley of nastiness punctuated with surreal hilarity, and while much of the humor is front-and-center in the scripted story, one of my favorite moments was emergent: I had to do a double take out of the corner of my eye to notice a passenger randomly hanging off the end of a train as it left the station. The simulated little world of Brno Transit, which exists whether you’re paying attention to it or not, is what really takes it to the next level.
Undergirding the scripted story stuff is a continuous simulation of a small subway system with two lines, one counter- and the other clockwise. It feels like zooming into someone’s model train set, and does a superb job of evoking a much larger world than what’s just in front of you.
A diverse array of NPCs mill about the stations or wander on and off the trains. They have this sense of anonymity and guarded hostility that really nailed the feeling of making eye contact with strangers on the subway. You don’t matter to them, don’t bother them.
This effect, plus the the shifting and jostling of the train cars, the way the lighting changes as you pass through tunnels, as well as Spytihněv’s excellent sound, music, and foley work add up to this uncanny feel of actually riding the subway. I was reminded of how no one’s done nighttime better than Thief or Thief 2, even with their aged graphics. These three games are punching well above their weight in art and atmosphere.
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(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
(Image credit: Spytihněv)
You have to ride the train to start, but you quickly take control of your own engine, carefully adjusting your acceleration to avoid hitting stops too late or too early, doing your best to slot seamlessly into the pre-existing schedule of trains constantly running on this loop. It’s a simplified approximation of a whole-hog train sim like Densha de Go!
A free ride mode unlocks after completing the story, and I feel like there’s all kinds of weirdness left to discover under Brno. At one point in the story, I stumbled into a skull-filled catacomb attached to one of the stations, with unnerving music, a confusing, switchback layout, and a bumbling tourist snapping photos. I thought for sure this was part of the critical path, but it was just there. What other odd shit is waiting for me at all the stops I never explored on the critical path?
Brno Transit would have been an easy recommendation for me at $9 if it was just the standout surreal horror narrative adventure, but the fact that it’s built on top of this little model train world truly sets it apart. I love this freaky little game, I love a Spytihněv joint, and I can’t wait to see what he does next.
More than three years after ChatGPT’s launch brought generative AI into the mainstream, OpenAI is broadening its focus beyond individual users to families.
OpenAI is hiring a dedicated product manager in San Francisco to build experiences for families, caregivers, and older adults across its products. The role calls for experience building products for parents and families, and other trust-sensitive consumer experiences, according to the job posting.
The hiring comes as ChatGPT’s audience continues to broaden beyond younger users. According to Sensor Tower estimates shared exclusively with TechCrunch, the share of ChatGPT users aged 35 and older globally rose to 31% in Q2 from 26% a year earlier, while the share of users aged 18 to 24 fell to 29% from 34%. In the U.S., nearly one in four smartphone users who are parents used ChatGPT during the quarter, up from 16% a year earlier, the firm estimates.
OpenAI did not respond to requests for comment about the job posting.
A dedicated product role focused on families signals that OpenAI is beginning to think about its products less as tools for individual productivity and more as technology designed for households, said Ben Bajarin, chief executive of technology consultancy Creative Strategies.
“This is similar to the path Google, Apple, and Meta eventually followed as their platforms became embedded in everyday life, but AI raises the stakes because the assistant is not just mediating content or devices,” he told TechCrunch.
That shift also brings new trust and safety challenges. Stephen Balkam, chief executive of the Family Online Safety Institute, said the hiring reflects both the maturation of OpenAI and a growing recognition that AI products used by children and teenagers require different safeguards than those designed for adults.
“I see this as safety by redesign,” Balkam told TechCrunch. “You take the initial product or service that was released… not really with kids in mind… so this is a much-needed reaction and response.”
The comments come as new research published this week by the Family Online Safety Institute found that parents are underestimating how often their children use generative AI. While 27% of U.S. parents said their child had used generative AI in the past week, 38% of children reported doing so themselves, according to the survey of more than 4,000 families in the United States and Australia.
Balkam told TechCrunch that AI companies should build products differently for younger users, with stronger content controls, age-appropriate experiences, parental oversight, and reminders to inform users that they are interacting with an AI — and not a human.
AI companies, Balkam said, have an opportunity to avoid the mistakes made by social media platforms, which for years treated children much like adults before adding stronger safeguards amid mounting public pressure and regulatory scrutiny.
The hiring also aligns with OpenAI’s broader efforts around families. In a recent workshop organized with the San Antonio Spurs Community Impact organization and the Positive Coaching Alliance, the company said it aimed to explore AI’s role in learning, coaching, and youth engagement.
That said, the demographic shift is not unique to ChatGPT, though OpenAI’s audience is changing in some distinct ways.
Sensor Tower estimates that users aged 25 to 34 account for 40% of the global app audiences for Anthropic’s Claude and Google’s Gemini, matching ChatGPT, compared with 33% for Microsoft’s Copilot. Copilot, however, skews older, with 20% of its users aged 45 and above, compared with 14% for Claude, 12% for Gemini, and 11% for ChatGPT.
While ChatGPT remains relatively underpenetrated among older users, it is adding them faster than its rivals. The share of users aged 45 and above rose three percentage points year-over-year in the second quarter, compared with a two-point increase for Copilot and declines for Claude and Gemini, according to Sensor Tower.
Among U.S. smartphone users who are parents, Gemini had the widest reach at 32% in Q2, followed by ChatGPT at 24%, Claude at 4%, and Copilot at 2%.
For Bajarin, OpenAI’s decision to hire a product manager focused on families signals where consumer AI is headed. As AI becomes a technology shared across generations, he expects companies to roll out family plans, child and teen profiles, caregiver tools, shared household memory, AI tutoring, and stronger safety controls.
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A patch Microsoft released on Wednesday to fix a zero-day vulnerability in its Defender security engine may cause Windows machines to write files large enough to completely consume available disk space, the researcher who discovered the flaw said.
RoguePlanet, tracked as CVE-2026-50656, came to public notice in June when NightmareEclipse, the pseudonymous name used by a researcher, disclosed it along with code for exploiting it. The vulnerability allows remote attackers to gain administrative control of Windows 10 and Windows 11 machines, even when real-time protection has been disabled. Over the past few months, the anonymous researcher has published a handful of other zero-days that have sent Microsoft scrambling to develop patches.
Writing files of unlimited size
Microsoft said Wednesday that it patched RoguePlanet with an update to the Microsoft Malware Protection Engine, which is used by the Defender antivirus app. The fix will automatically be downloaded and installed without users having to take any action. Wednesday’s update also includes “defense-in-depth updates to help improve security-related features.”
In a post on Thursday, NightmareEclipse said the defense-in-depth additions produce behavior that may allow attackers to exhaust all available space on a hard drive by writing massive amounts of data to it. The newly introduced mitigations create a problem in mpengine.dll, the driver associated with the Microsoft Malware Protection Engine, that in some cases causes it to leak 8 bytes of data when trying to open a file. New functionality in SpyNet, a cloud service that allows Microsoft Security Essentials or Forefront Endpoint Protection to send reports about suspicious software and programs to Microsoft, also plays a role in the potential mass file-writing behavior.
Defender normally places hard limits on how big a file can be written to disk when scanning and quarantining a machine.
“This implementation make [sic] sense, because quarantining a huge file will cause Defender to completely exhaust the available disk space,” the researcher wrote. “I found a small exception to this rule, apparently the spynet functions in mpengine.dll really wants [sic] to keep a local copy of Zone.Identifier ADS file and it does not matter how big this file is, Windows Defender will cache it locally anyways.”
Laura Fryer, a veteran of the video game industry and one of the founding members of the original Xbox project, is sounding the alarm amidst the industry’s shift toward all-digital games.
Fryer recently uploaded a new video to her YouTube channel in which she warns specifically against PlayStation’s recent announcement that it’s ending production of physical game discs starting in 2028. She uses a story about her family’s Rock Band tradition to make a point about the impermanence of digital-only games, explaining that she once spent “hundreds of dollars on Rock Band songs” only to lose them over a licensing issue. After her original Xbox died and was replaced by a newer model, she was unable to download the songs on her working console because they had been delisted. “Eventually, we just gave up,” Fryer says, tragically. “We gave up on our favorite family game.”
If you’re reading this, there’s a good chance you’ve shared a similar experience with digital games over the years. Publishers have offered fully digital versions of games for decades now, and most purchases made on PlayStation, Nintendo, and Xbox storefronts don’t come with any sort of physical token guaranteeing permanent ownership, but with PlayStation moving away from physical discs altogether, it’s likely situations like Fryer’s will become much more commonplace in the next console generation.
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Fryer says her Rock Band story isn’t just a “one-off technical glitch,” but “the blueprint for what Sony is planning next. “So when people ask me what I think about Sony’s recent announcement that they’re going all digital, that’s all I can think about.”
The Rock Band Warning: Why Ownership Matters – YouTube
Fryer also wades into the debate about physical’s market share compared to digital, which some analysts say is as low as 10% physical vs 90% digital, but Fryer argues that the inclusion of digital-only games in those comparisons makes “digital look way more dominant than it actually is.”
“Sony waited for Rockstar to make the first move, take the heat, and now they’re going all-in to make this the new normal,” she says.
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Fryer also makes the convincing argument that PlayStation going discless isn’t just about reducing production costs for new games and hardware, claiming that it’s also about erasing the second-hand market and re-gaining complete control over its ecosystem. “All the major players; Sony, Microsoft, even Hollywood; they’re all aligned here. Digital kills the used market and it stops the old library from competing with new games on the next console,” she says.
Ultimately, Fryer says a digital future is likely “inevitable” due to convenience, but says even a company as trusted by gamers as Valve is prone to leadership changes that could potentially result in digital libraries like the ones on Steam becoming just as vulnerable as song collections on Rock Band.
“I admit, most of my Steam library is digital too, because I trust they won’t pull the games,” Fryer says. “But I worry about that, because platforms depend on good leadership. Gabe Newell will not run Steam forever, and we’ve seen from Xbox how fast priorities can shift when you get new leadership,” she adds, seemingly referring to Xbox CEO Asha Sharma’s big “reset.”
Wrapping up her argument against a digital-only marketplace, Fryer goes full circle with what she calls her “Rock Band warning:
“Digital is convenient until someone else decides you’ve had enough, and there are some games and movies where I will never have enough,” she says. “Physical gives you real ownership, right? And in my case, physical would’ve protected those irreplaceable memories.”
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